juglar-cycle-stock-stage

Classify stocks and industries into Juglar fixed-asset investment cycle stages with probabilities and evidence.

632|97|Updated May 31, 2026
One-click install
npx skills add https://github.com/haskaomni/serenity-skill --skill juglar-cycle-stock-stage
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: juglar-cycle-stock-stage
Source: https://github.com/haskaomni/serenity-skill/tree/main/skills/juglar-cycle-stock-stage
Command: npx skills add https://github.com/haskaomni/serenity-skill --skill juglar-cycle-stock-stage

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

Investors struggle to determine where a company and its core industry sit in the fixed-asset investment (Juglar) cycle, often misreading price action or valuation as cycle position. This Skill produces a structured, probability-weighted stage classification grounded in demand, pricing, margins, capex, inventory, capacity, customer behavior, and market reaction evidence.

Core Features & Use Cases

  • Five-Stage Classification: Assigns probabilities across recovery, expansion, overheating, downturn, and clearing stages, with a confidence level for the most likely stage.
  • Eight-Dimension Scoring: Scores demand, ASP, margins, capex, inventory, capacity pressure, customer behavior, and capital-market reaction on a -2 to +2 scale with cited evidence.
  • Divergence Analysis: Separately identifies industry cycle stage, company operating stage, and stock pricing stage to surface mispricing opportunities.
  • Use Case: Ask whether NVDA or a memory-chip maker is in an overheating phase; receive stage probabilities, an 8-dimension score table, counter-evidence, migration signals, and Mermaid visualizations of the cycle position.

Quick Start

Use the juglar-cycle-stock-stage skill to classify MU and its memory industry across Juglar cycle stages with probabilities, evidence, and investment implications.

Frequently Asked Questions about juglar-cycle-stock-stage

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I determine which Juglar cycle stage a stock is in?▼

Provide a ticker and the skill scores eight dimensions including demand, ASP, margins, capex, inventory, capacity pressure, customer behavior, and market reaction on a -2 to +2 scale. It then maps the evidence to five stages from recovery to clearing with probability weights.

What is the Juglar cycle in stock analysis?▼

The Juglar cycle is a fixed-asset investment cycle typically spanning 7-11 years, divided here into five stages: recovery, expansion, overheating, downturn, and clearing. It tracks how industry capex, capacity, pricing, and inventory interact to drive earnings cycles.

Can the industry and company be in different cycle stages?▼

Yes, the framework explicitly separates industry cycle stage, company operating stage, and stock pricing stage because they often diverge. For example, an industry may be overheating while a specific company is still expanding and the stock is already priced for overheating.

What markets and tickers does Juglar cycle analysis support?▼

It supports US, Hong Kong, A-share, Taiwan, Japan, and Korea listed companies. For US-listed firms it anchors analysis in SEC filings for revenue, margins, capex, inventory, and backlog, supplemented by current market and industry sources.

What are the limitations of cycle stage classification?▼

Stage judgments are probabilistic research analysis, not personalized investment advice, and should not be derived from share price or PE alone. Time-sensitive claims require verifying current filings, earnings, guidance, and industry supply-demand data before acting.